


import collections
import os
import re
from pathlib import Path


__a	 =      '''src/transformers'''


# Matches is_xxx_available()
__a	 =      re.compile(R"""is\_([a-z_]*)_available()""")
# Catches a one-line _import_struct = {xxx}
__a	 =      re.compile(R"""^_import_structure\s+=\s+\{([^\}]+)\}""")
# Catches a line with a key-values pattern: "bla": ["foo", "bar"]
__a	 =      re.compile(R"""\s+\"\S*\":\s+\[([^\]]*)\]""")
# Catches a line if not is_foo_available
__a	 =      re.compile(R"""^\s*if\s+not\s+is\_[a-z_]*\_available\(\)""")
# Catches a line _import_struct["bla"].append("foo")
__a	 =      re.compile(R"""^\s*_import_structure\[\"\S*\"\]\.append\(\"(\S*)\"\)""")
# Catches a line _import_struct["bla"].extend(["foo", "bar"]) or _import_struct["bla"] = ["foo", "bar"]
__a	 =      re.compile(R"""^\s*_import_structure\[\S*\](?:\.extend\(|\s*=\s+)\[([^\]]*)\]""")
# Catches a line with an object between quotes and a comma:     "MyModel",
__a	 =      re.compile(R"""^\s+\"([^\"]+)\",""")
# Catches a line with objects between brackets only:    ["foo", "bar"],
__a	 =      re.compile(R"""^\s+\[([^\]]+)\]""")
# Catches a line with from foo import bar, bla, boo
__a	 =      re.compile(R"""\s+from\s+\S*\s+import\s+([^\(\s].*)\n""")
# Catches a line with try:
__a	 =      re.compile(R"""^\s*try:""")
# Catches a line with else:
__a	 =      re.compile(R"""^\s*else:""")
def 	_UpperCamelCase					(    lowerCAmelCase_ )    ->List[str]:
   if _re_test_backend.search(UpperCamelCase_ ) is None:
      return None
   UpperCAmelCase      					=  [b[0] for b in _re_backend.findall(UpperCamelCase_ )]
   backends.sort()
   return "_and_".join(UpperCamelCase_ )
def 	_UpperCamelCase					(    lowerCAmelCase_ )    ->Tuple:
   with open(UpperCamelCase_	,    """r"""	,    encoding="""utf-8"""	,    newline="""\n""" ) as f:
      UpperCAmelCase      					=  f.readlines()

   UpperCAmelCase      					=  0
   while line_index < len(UpperCamelCase_ ) and not lines[line_index].startswith("""_import_structure = {""" ):
      line_index += 1

   # If this is a traditional init, just return.
   if line_index >= len(UpperCamelCase_ ):
      return None

   # First grab the objects without a specific backend in _import_structure
   UpperCAmelCase      					=  []
   while not lines[line_index].startswith("""if TYPE_CHECKING""" ) and find_backend(lines[line_index] ) is None:
      UpperCAmelCase      					=  lines[line_index]
      # If we have everything on a single line, let's deal with it.
      if _re_one_line_import_struct.search(UpperCamelCase_ ):
         UpperCAmelCase      					=  _re_one_line_import_struct.search(UpperCamelCase_ ).groups()[0]
         UpperCAmelCase      					=  re.findall(R"""\[([^\]]+)\]"""	,    UpperCamelCase_ )
         for imp in imports:
            objects.extend([obj[1:-1] for obj in imp.split(""", """ )] )
         line_index += 1
         continue
      UpperCAmelCase      					=  _re_import_struct_key_value.search(UpperCamelCase_ )
      if single_line_import_search is not None:
         UpperCAmelCase      					=  [obj[1:-1] for obj in single_line_import_search.groups()[0].split(""", """ ) if len(UpperCamelCase_ ) > 0]
         objects.extend(UpperCamelCase_ )
      elif line.startswith(""" """ * 8 + """\"""" ):
         objects.append(line[9:-3] )
      line_index += 1

   UpperCAmelCase      					=  {"""none""": objects}
   # Let's continue with backend-specific objects in _import_structure
   while not lines[line_index].startswith("""if TYPE_CHECKING""" ):
      # If the line is an if not is_backend_available, we grab all objects associated.
      UpperCAmelCase      					=  find_backend(lines[line_index] )
      # Check if the backend declaration is inside a try block:
      if _re_try.search(lines[line_index - 1] ) is None:
         UpperCAmelCase      					=  None

      if backend is not None:
         line_index += 1

         # Scroll until we hit the else block of try-except-else
         while _re_else.search(lines[line_index] ) is None:
            line_index += 1

         line_index += 1

         UpperCAmelCase      					=  []
         # Until we unindent, add backend objects to the list
         while len(lines[line_index] ) <= 1 or lines[line_index].startswith(""" """ * 4 ):
            UpperCAmelCase      					=  lines[line_index]
            if _re_import_struct_add_one.search(UpperCamelCase_ ) is not None:
               objects.append(_re_import_struct_add_one.search(UpperCamelCase_ ).groups()[0] )
            elif _re_import_struct_add_many.search(UpperCamelCase_ ) is not None:
               UpperCAmelCase      					=  _re_import_struct_add_many.search(UpperCamelCase_ ).groups()[0].split(""", """ )
               UpperCAmelCase      					=  [obj[1:-1] for obj in imports if len(UpperCamelCase_ ) > 0]
               objects.extend(UpperCamelCase_ )
            elif _re_between_brackets.search(UpperCamelCase_ ) is not None:
               UpperCAmelCase      					=  _re_between_brackets.search(UpperCamelCase_ ).groups()[0].split(""", """ )
               UpperCAmelCase      					=  [obj[1:-1] for obj in imports if len(UpperCamelCase_ ) > 0]
               objects.extend(UpperCamelCase_ )
            elif _re_quote_object.search(UpperCamelCase_ ) is not None:
               objects.append(_re_quote_object.search(UpperCamelCase_ ).groups()[0] )
            elif line.startswith(""" """ * 8 + """\"""" ):
               objects.append(line[9:-3] )
            elif line.startswith(""" """ * 1_2 + """\"""" ):
               objects.append(line[1_3:-3] )
            line_index += 1

         UpperCAmelCase      					=  objects
      else:
         line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
   UpperCAmelCase      					=  []
   while (
       line_index < len(UpperCamelCase_ )
       and find_backend(lines[line_index] ) is None
       and not lines[line_index].startswith("""else""" )
   ):
      UpperCAmelCase      					=  lines[line_index]
      UpperCAmelCase      					=  _re_import.search(UpperCamelCase_ )
      if single_line_import_search is not None:
         objects.extend(single_line_import_search.groups()[0].split(""", """ ) )
      elif line.startswith(""" """ * 8 ):
         objects.append(line[8:-2] )
      line_index += 1

   UpperCAmelCase      					=  {"""none""": objects}
   # Let's continue with backend-specific objects
   while line_index < len(UpperCamelCase_ ):
      # If the line is an if is_backend_available, we grab all objects associated.
      UpperCAmelCase      					=  find_backend(lines[line_index] )
      # Check if the backend declaration is inside a try block:
      if _re_try.search(lines[line_index - 1] ) is None:
         UpperCAmelCase      					=  None

      if backend is not None:
         line_index += 1

         # Scroll until we hit the else block of try-except-else
         while _re_else.search(lines[line_index] ) is None:
            line_index += 1

         line_index += 1

         UpperCAmelCase      					=  []
         # Until we unindent, add backend objects to the list
         while len(lines[line_index] ) <= 1 or lines[line_index].startswith(""" """ * 8 ):
            UpperCAmelCase      					=  lines[line_index]
            UpperCAmelCase      					=  _re_import.search(UpperCamelCase_ )
            if single_line_import_search is not None:
               objects.extend(single_line_import_search.groups()[0].split(""", """ ) )
            elif line.startswith(""" """ * 1_2 ):
               objects.append(line[1_2:-2] )
            line_index += 1

         UpperCAmelCase      					=  objects
      else:
         line_index += 1

   return import_dict_objects, type_hint_objects
def 	_UpperCamelCase					(    lowerCAmelCase_	,    lowerCAmelCase_ )    ->Union[str, Any]:

   def find_duplicates(lowerCAmelCase_ ):
      return [k for k, v in collections.Counter(UpperCamelCase_ ).items() if v > 1]

   if list(import_dict_objects.keys() ) != list(type_hint_objects.keys() ):
      return ["Both sides of the init do not have the same backends!"]

   UpperCAmelCase      					=  []
   for key in import_dict_objects.keys():
      UpperCAmelCase      					=  find_duplicates(import_dict_objects[key] )
      if duplicate_imports:
         errors.append(F"""Duplicate _import_structure definitions for: {duplicate_imports}""" )
      UpperCAmelCase      					=  find_duplicates(type_hint_objects[key] )
      if duplicate_type_hints:
         errors.append(F"""Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}""" )

      if sorted(set(import_dict_objects[key] ) ) != sorted(set(type_hint_objects[key] ) ):
         UpperCAmelCase      					=  """base imports""" if key == """none""" else F"""{key} backend"""
         errors.append(F"""Differences for {name}:""" )
         for a in type_hint_objects[key]:
            if a not in import_dict_objects[key]:
               errors.append(F"""  {a} in TYPE_HINT but not in _import_structure.""" )
         for a in import_dict_objects[key]:
            if a not in type_hint_objects[key]:
               errors.append(F"""  {a} in _import_structure but not in TYPE_HINT.""" )
   return errors
def 	_UpperCamelCase					(    )    ->Optional[Any]:
   UpperCAmelCase      					=  []
   for root, _, files in os.walk(UpperCamelCase_ ):
      if "__init__.py" in files:
         UpperCAmelCase      					=  os.path.join(UpperCamelCase_	,    """__init__.py""" )
         UpperCAmelCase      					=  parse_init(UpperCamelCase_ )
         if objects is not None:
            UpperCAmelCase      					=  analyze_results(*UpperCamelCase_ )
            if len(UpperCamelCase_ ) > 0:
               UpperCAmelCase      					=  F"""Problem in {fname}, both halves do not define the same objects.\n{errors[0]}"""
               failures.append("""\n""".join(UpperCamelCase_ ) )
   if len(UpperCamelCase_ ) > 0:
      raise ValueError("""\n\n""".join(UpperCamelCase_ ) )
def 	_UpperCamelCase					(    )    ->Dict:
   UpperCAmelCase      					=  []
   for path, directories, files in os.walk(UpperCamelCase_ ):
      for folder in directories:
         # Ignore private modules
         if folder.startswith("""_""" ):
            directories.remove(UpperCamelCase_ )
            continue
         # Ignore leftovers from branches (empty folders apart from pycache)
         if len(list((Path(UpperCamelCase_ ) / folder).glob("""*.py""" ) ) ) == 0:
            continue
         UpperCAmelCase      					=  str((Path(UpperCamelCase_ ) / folder).relative_to(UpperCamelCase_ ) )
         UpperCAmelCase      					=  short_path.replace(os.path.sep	,    """.""" )
         submodules.append(UpperCamelCase_ )
      for fname in files:
         if fname == "__init__.py":
            continue
         UpperCAmelCase      					=  str((Path(UpperCamelCase_ ) / fname).relative_to(UpperCamelCase_ ) )
         UpperCAmelCase      					=  short_path.replace(""".py"""	,    """""" ).replace(os.path.sep	,    """.""" )
         if len(submodule.split(""".""" ) ) == 1:
            submodules.append(UpperCamelCase_ )
   return submodules


__a	 =      [
    '''convert_pytorch_checkpoint_to_tf2''',
    '''modeling_flax_pytorch_utils''',
    '''models.esm.openfold_utils''',
]
def 	_UpperCamelCase					(    )    ->Union[str, Any]:
   # This is to make sure the transformers module imported is the one in the repo.
   from transformers.utils import direct_transformers_import

   UpperCAmelCase      					=  direct_transformers_import(UpperCamelCase_ )

   UpperCAmelCase      					=  set(transformers._import_structure.keys() )
   # This contains all the base keys of the _import_structure object defined in the init, but if the user is missing
   # some optional dependencies, they may not have all of them. Thus we read the init to read all additions and
   # (potentiall re-) add them.
   with open(os.path.join(UpperCamelCase_	,    """__init__.py""" )	,    """r""" ) as f:
      UpperCAmelCase      					=  f.read()
   import_structure_keys.update(set(re.findall(R"""import_structure\[\"([^\"]*)\"\]"""	,    UpperCamelCase_ ) ) )

   UpperCAmelCase      					=  [
       module
       for module in get_transformers_submodules()
       if module not in IGNORE_SUBMODULES and module not in import_structure_keys
   ]

   if len(UpperCamelCase_ ) > 0:
      UpperCAmelCase      					=  """\n""".join(F"""- {module}""" for module in module_not_registered )
      raise ValueError(
          """The following submodules are not properly registed in the main init of Transformers:\n"""
          F"""{list_of_modules}\n"""
          """Make sure they appear somewhere in the keys of `_import_structure` with an empty list as value.""" )


if __name__ == "__main__":
 check_all_inits()
 check_submodules()








'''simple docstring'''

from collections import OrderedDict
from typing import List, Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


SCREAMING_SNAKE_CASE__     :						Union[str, Any]	=  logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__     :						Union[str, Any]	=  {
    '''google/efficientnet-b7''': '''https://huggingface.co/google/efficientnet-b7/resolve/main/config.json''',
}

class 							a__( snake_case__     ):
			a_	: int									=      '''efficientnet'''






			def __init__(     self					,   _UpperCAmelCase = 3					,   _UpperCAmelCase = 600					,   _UpperCAmelCase = 2.0					,   _UpperCAmelCase = 3.1					,   _UpperCAmelCase = 8					,   _UpperCAmelCase = [3, 3, 5, 3, 5, 5, 3]					,   _UpperCAmelCase = [32, 16, 24, 40, 80, 112, 192]					,   _UpperCAmelCase = [16, 24, 40, 80, 112, 192, 320]					,   _UpperCAmelCase = []					,   _UpperCAmelCase = [1, 2, 2, 2, 1, 2, 1]					,   _UpperCAmelCase = [1, 2, 2, 3, 3, 4, 1]					,   _UpperCAmelCase = [1, 6, 6, 6, 6, 6, 6]					,   _UpperCAmelCase = 0.25					,   _UpperCAmelCase = "swish"					,   _UpperCAmelCase = 2560					,   _UpperCAmelCase = "mean"					,   _UpperCAmelCase = 0.02					,   _UpperCAmelCase = 0.001					,   _UpperCAmelCase = 0.99					,   _UpperCAmelCase = 0.5					,   _UpperCAmelCase = 0.2					,   **_UpperCAmelCase					,   )							->							Dict:
					super().__init__(**_UpperCAmelCase						)

					snake_case__	     =num_channels
					snake_case__	     =image_size
					snake_case__	     =width_coefficient
					snake_case__	     =depth_coefficient
					snake_case__	     =depth_divisor
					snake_case__	     =kernel_sizes
					snake_case__	     =in_channels
					snake_case__	     =out_channels
					snake_case__	     =depthwise_padding
					snake_case__	     =strides
					snake_case__	     =num_block_repeats
					snake_case__	     =expand_ratios
					snake_case__	     =squeeze_expansion_ratio
					snake_case__	     =hidden_act
					snake_case__	     =hidden_dim
					snake_case__	     =pooling_type
					snake_case__	     =initializer_range
					snake_case__	     =batch_norm_eps
					snake_case__	     =batch_norm_momentum
					snake_case__	     =dropout_rate
					snake_case__	     =drop_connect_rate
					snake_case__	     =sum(_UpperCAmelCase						) * 4





class 							a__( snake_case__     ):
			a_	: List[str]									=      version.parse('''1.11'''     )






			@property
			def 						_lowercase  (     self						)							->							Mapping[str, Mapping[int, str]]:
					return OrderedDict(
					    [
					        ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
					    ]						)






			@property
			def 						_lowercase  (     self						)							->							float:
					return 1E-5




